A Dynamical Bifurcation Model of Bipolar Disorder Based on Learned Expectation and Asymmetry in Mood Sensitivity.

Shyr-Shea Chang, Tom Chou
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引用次数: 12

Abstract

Bipolar disorder is a common psychiatric dysfunction characterized by recurring episodes of mania and depression. Despite its prevalence, the causes and mechanisms of bipolar disorder remain largely unknown. Recently, theories focusing on the interaction between emotion and behavior, including those based on dysregulation of the so-called behavioral approach system (BAS), have gained popularity. Mathematical models built on this principle predict bistability in mood and do not invoke intrinsic biological rhythms that may arise from interactions between mood and expectation. Here we develop and analyze a model with clinically meaningful and modifiable parameters that incorporates the interaction between mood and expectation. Our nonlinear model exhibits a transition to limit cycle behavior when a mood-sensitivity parameter exceeds a threshold value, signaling a transition to a bipolar state. The model also predicts that asymmetry in response to positive and negative events can induce unipolar depression/mania, consistent with clinical observations. We analyze the model with asymmetric mood sensitivities and show that large unidirectional mood sensitivity can lead to bipolar disorder. Finally, we show how observed effects of lithium- and antidepressant-induced mania can be explained within the framework of our proposed model.

Abstract Image

Abstract Image

Abstract Image

基于习得期望和情绪敏感性不对称的双相情感障碍动态分岔模型。
双相情感障碍是一种常见的精神功能障碍,以反复发作的躁狂和抑郁为特征。尽管其流行,双相情感障碍的原因和机制在很大程度上仍然未知。最近,关注情绪和行为之间相互作用的理论,包括那些基于所谓的行为方法系统(BAS)失调的理论,越来越受欢迎。建立在这一原理上的数学模型预测了情绪的双稳定性,而不会调用可能由情绪和期望之间的相互作用产生的内在生物节律。在这里,我们开发和分析了一个具有临床意义和可修改参数的模型,该模型包含了情绪和期望之间的相互作用。当情绪敏感性参数超过阈值时,我们的非线性模型表现出向极限环行为的过渡,标志着向双极状态的过渡。该模型还预测,对积极和消极事件的反应不对称可能导致单极抑郁/躁狂,与临床观察一致。我们分析了具有不对称情绪敏感性的模型,并表明大的单向情绪敏感性可能导致双相情感障碍。最后,我们展示了如何在我们提出的模型框架内解释锂和抗抑郁药诱导的躁狂的观察效果。
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来源期刊
CiteScore
4.30
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0.00%
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审稿时长
17 weeks
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